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roxanneardary

  • RenderSmith is a modular AI-powered visual world system that transforms generated images and videos into persistent, named, and reusable assets. Through human approval, scene decomposition, and structured asset creation, it enables the building of expandable, continuous worlds composed of identity-locked components that can be recomposed, inherited, and extended across infinite environments.

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  • Human Intent Governance Standard (HIGS) is a structured framework for building AI systems that operate under verified human intent, enforceable policy, and auditable compliance. It ensures that every decision passes through intent clarification, legal and policy validation, risk assessment, and human approval before execution. Designed for regulated and high-trust environments, HIGS prioritizes transparency, explainability, and human accountability while enabling modular, extensible governance across legal, technical, and organizational domains.

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  • Lexara is a jurisdictional intelligence and compliance structuring system that analyzes state and federal regulations to determine how referral, marketing, and compensation models can be legally structured across different entities and industries. It transforms complex legal rules into executable, risk-scored frameworks and smart contract-ready outputs, enabling compliant compensation systems for builders, influencers, and lead generation networks while maintaining jurisdiction-aware transparency and auditability.

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  • Human Decision Specification (HDS) is an open, modular standard for building AI systems that keep humans in control of decision-making. It defines a structured workflow where AI systems ask clarifying questions, discover and confirm human intent, evaluate legal and compliance constraints, and provide transparent recommendations. HDS ensures that every significant action is approved by a human, fully auditable, and designed to prevent autonomous decision-making without oversight.

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  • TraceGraph OS is a scientific intelligence operating system for modeling, tracking, and reproducing how scientific discovery actually happens. It combines causal reasoning, temporal modeling, provenance tracking, and AI-driven simulation to ensure every hypothesis, experiment, and result is fully traceable, reproducible, and grounded in evidence. Built for materials science and extensible to broader research domains, it turns scientific workflows into structured, verifiable graphs that capture not just outcomes, but the full lineage of how knowledge is formed and evolves over time.

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  • SignalTruth is an open-source, AGPL 3.0+ commercial real estate intelligence system that transforms fragmented public records into a structured, confidence-scored property graph. It integrates ownership history, market data, legal frameworks, and data completeness analysis into a unified, event-driven intelligence layer. Built for transparency and auditability, SignalTruth provides traceable, source-backed insights into real estate assets, their ownership structures, and regulatory context.

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  • ChangeCore is a content intelligence system that continuously improves web pages by detecting outdated information, tracking relevance shifts, and aligning content with real-world truth and evolving user intent. It combines multi-agent analysis, external data ingestion, and AI search visibility optimization to ensure content remains accurate, discoverable, and useful over time.

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  • Orvian is an AI-driven personal financial operating system that organizes money into intelligent, rule-based envelopes layered over existing bank accounts. It automates allocation across spending, savings, goals, and tax obligations while maintaining a non-custodial, ledger-based architecture. With built-in goal tracking, time-locked financial structures, and a governed tax envelope system, Orvian turns income into a structured, transparent, and AI-optimized financial flow.

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  • ListingStream is a modular, AGPL-3.0+ licensed visual commerce platform that uses AI to intelligently insert sponsored products into photographs while preserving the integrity of the original image. Built around mandatory human-in-the-loop approval, real-time legal compliance, explainable AI, immutable audit trails, and pixel-preserving rendering, ListingStream enables trusted, revenue-generating visual marketing for real estate and other industries through a flexible, compliance-first architecture.

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  • Idea2Reality is an AGPL-3.0+ open-source industrial intelligence platform that transforms ideas into manufacturable hardware and software systems, optimizing across manufacturing, logistics, geography, labor, and cost. It integrates AI-driven design, real-world feasibility analysis, 3D system visualization, workforce and apprenticeship mapping, and continuous memory-based learning to generate end-to-end production and execution plans.

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  • Atlas Urban Intelligence is an AGPL 3.0+ modular smart city AI system that transforms distributed edge sensor data into real-time, event-based urban intelligence. It is designed around privacy-by-default principles, ensuring no persistent identity tracking while enabling scalable analysis of real-world motion across intersections, highways, and urban environments. The system combines edge inference, federated learning, and a policy-driven compliance layer to deliver transparent, auditable, and privacy-preserving city-scale intelligence.

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  • OpenDiagnose is an open-source, AGPL-3.0+ modular diagnostic system that turns real-world visual input into structured, actionable repair guidance. Using wearable or edge-connected vision hardware, interchangeable AI models, and domain-specific knowledge packs, it identifies faults across mechanical, electrical, agricultural, and infrastructure systems. Designed as a commons-driven platform, it separates hardware, software, and diagnostic logic into replaceable modules so the system can evolve without vendor lock-in or closed components.

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  • OpenEnergyOS is a specification-driven, AGPL-3.0+ modular platform for simulating, planning, and optimizing large-scale energy transition away from oil dependency. It enables governments and municipalities to model energy systems, costs, legal constraints, and infrastructure changes through transparent, physics-based and economically grounded simulations that turn policy intent into executable system design.

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  • Commons Architect is an AI system for designing cooperative business models that help independent professionals share resources, reduce overhead, and eliminate unnecessary middlemen. It provides modular tools for building governance structures, legal and compliance frameworks, financial systems, and shared operational spaces across any industry, enabling users to create sustainable, self-directed cooperative organizations while preserving independence and ownership.

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  • Perspective Engine is a modular, human-in-the-loop AI system that transforms trending topics and local signals into original, niche-aligned content perspectives. Instead of generating repetitive or saturated content, it analyzes information across multiple sources, detects overused narratives, and reframes ideas into unique angles tailored to each creator’s audience, location, and industry.

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  • ChronicleCRM is an AI-native relationship intelligence platform designed to turn every lead, interaction, and decision into a fully traceable record. Built around natural language capture, prospect memory, and modular industry workflows, it combines CRM functionality with human accountability and auditable AI assistance. The system ensures that every recommendation is explainable, every action has an owner, and every workflow is transparent from input to outcome.

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  • Power Transparency Network (PTN) is an AGPL 3.0+ modular intelligence system that analyzes how energy is produced, controlled, owned, and experienced across the United States. It maps state-level energy generation, vendor concentration, and ownership sovereignty while extending into household-level energy independence modeling. The system is designed to expose structural dependencies in energy markets and provide transparent, data-driven insight into monopoly risk, energy resilience, and domestic infrastructure control.

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  • Open Aerial Autonomous Safety System (OAASS) is a modular, open-source autonomous mobility platform that extends traditional self-driving systems with advanced multi-modal perception, predictive collision avoidance, and an emergency aerial escape capability. Designed under the AGPL-3.0+ license, it integrates real-time sensor fusion, mid-air collision avoidance, and smart infrastructure coordination to create a transparent, safety-first framework for next-generation ground-to-air vehicle autonomy.

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  • LicenseTrace is a semantic software provenance and compilation system that evaluates whether software already exists before any code is written. It enforces origin-first development by tracing external repositories, resolving attribution, detecting duplication at both ecosystem and module level, and compiling only the minimal necessary implementation when reuse is not possible.

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  • OpenKernel is an AGPL-3.0+ operating kernel for human capability and trajectory intelligence, designed to transform skills, experience, and resources into structured, positive-sum creation paths. It helps individuals move from consumption to creation by mapping their capabilities into evolving opportunities, projects, and systems that generate long-term value for themselves and their communities while replacing extractive models with creation-driven ecosystems.

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